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ModelZoo
ResNet50_tensorflow
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b5c567ec
Commit
b5c567ec
authored
Jan 19, 2022
by
Dan Kondratyuk
Committed by
A. Unique TensorFlower
Jan 19, 2022
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Add MoViNet base Kinetics 400 checkpoints.
PiperOrigin-RevId: 422883324
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@@ -186,6 +186,24 @@ single CPU core. Observed latency may differ depending on hardware
...
@@ -186,6 +186,24 @@ single CPU core. Observed latency may differ depending on hardware
configuration. Measured on a stock Pixel 4 (Android 11) and x86 Intel Xeon
configuration. Measured on a stock Pixel 4 (Android 11) and x86 Intel Xeon
W-2135 CPU.
W-2135 CPU.
### Kinetics 400
We also have checkpoints for Kinetics 600 models available. See the Kinetics 600
sections for more details. To load checkpoints, set
`num_classes=400`
.
#### Base Models
| Model Name | Top-1 Accuracy | Top-5 Accuracy | Input Shape | GFLOPs
\*
| Checkpoint |
|------------|----------------|----------------|-------------|----------|------------|
| MoViNet-A0-Base | 69.40 | 89.18 | 50 x 172 x 172 | 2.7 |
[
checkpoint (12 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a0_base_k400.tar.gz
)
|
| MoViNet-A1-Base | 74.57 | 92.03 | 50 x 172 x 172 | 6.0 |
[
checkpoint (18 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a1_base_k400.tar.gz
)
|
| MoViNet-A2-Base | 75.91 | 92.63 | 50 x 224 x 224 | 10 |
[
checkpoint (20 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a2_base_k400.tar.gz
)
|
| MoViNet-A3-Base | 79.34 | 94.52 | 120 x 256 x 256 | 57 |
[
checkpoint (29 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a3_base_k400.tar.gz
)
|
| MoViNet-A4-Base | 80.64 | 94.93 | 80 x 290 x 290 | 110 |
[
checkpoint (44 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a4_base_k400.tar.gz
)
|
| MoViNet-A5-Base | 81.39 | 95.06 | 120 x 320 x 320 | 280 |
[
checkpoint (72 MB)
](
https://storage.googleapis.com/tf_model_garden/vision/movinet/movinet_a5_base_k400.tar.gz
)
|
*
GFLOPs per video on Kinetics 400.
## Prediction Examples
## Prediction Examples
Please check out our
[
Colab Notebook
](
https://colab.research.google.com/github/tensorflow/models/blob/master/official/projects/movinet/movinet_tutorial.ipynb
)
Please check out our
[
Colab Notebook
](
https://colab.research.google.com/github/tensorflow/models/blob/master/official/projects/movinet/movinet_tutorial.ipynb
)
...
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